{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "1772ee94",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-07-11T13:42:58.654282Z",
     "start_time": "2024-07-11T13:42:58.650026Z"
    }
   },
   "outputs": [],
   "source": [
    "from module.plot_travel_chain import *\n",
    "import pandas as pd\n",
    "import pickle\n",
    "import numpy as np\n",
    "from collections import Counter\n",
    "from io import BytesIO\n",
    "import imageio\n",
    "import warnings\n",
    "\n",
    "\n",
    "warnings.filterwarnings(\"ignore\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "56954b25",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-07-11T13:42:59.605452Z",
     "start_time": "2024-07-11T13:42:59.601628Z"
    }
   },
   "outputs": [],
   "source": [
    "FRAME = 100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "946d56da",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-07-11T13:43:00.096790Z",
     "start_time": "2024-07-11T13:43:00.088576Z"
    }
   },
   "outputs": [],
   "source": [
    "with open (\"../data/data.pkl\",\"rb\") as f:\n",
    "    trip_data = pickle.load(f)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "02c7a45f",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-07-11T13:43:00.514630Z",
     "start_time": "2024-07-11T13:43:00.506752Z"
    }
   },
   "outputs": [],
   "source": [
    "trip_data.set_index('time', inplace=True)\n",
    "trip_data = trip_data[~trip_data.index.duplicated()]\n",
    "df_resampled = trip_data.resample('30S').ffill()\n",
    "df_resampled.reset_index(inplace=True)\n",
    "draw_data = df_resampled"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "54455146",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-07-11T13:43:00.926636Z",
     "start_time": "2024-07-11T13:43:00.921021Z"
    }
   },
   "outputs": [],
   "source": [
    "max_lim = draw_data.max(axis=0).iloc[2:4].to_numpy().astype(float) + 0.03\n",
    "min_lim = draw_data.min(axis=0).iloc[2:4].to_numpy().astype(float) - 0.03"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "672e9e45",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-07-11T13:43:01.918786Z",
     "start_time": "2024-07-11T13:43:01.304733Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "images = []\n",
    "plt.ioff()\n",
    "for i in np.linspace(0, df_resampled.shape[0] - 2, 10).astype(int) + 1:\n",
    "    temp_data = draw_data.iloc[:i, :]\n",
    "    plot_module = plot_travel_chain_no_osm(temp_data)\n",
    "\n",
    "    fig, ax = plot_module.plot_travel_chain_no_osm(max_lim, min_lim)\n",
    "\n",
    "    buf = BytesIO()\n",
    "    fig.savefig(buf, format='png')\n",
    "    buf.seek(0)\n",
    "    images.append(imageio.imread(buf))\n",
    "imageio.mimsave('dongtai.gif', images, duration=FRAME, loop=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e5691666-ebd8-4c32-b3f3-90735e2923f1",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
